Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 9841 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 2 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Text | 2 |
|---|---|
| Numeric | 11 |
| Dataset has 2 (< 0.1%) duplicate rows | Duplicates |
Murder is highly overall correlated with Rape and 3 other fields | High correlation |
Rape is highly overall correlated with Murder and 3 other fields | High correlation |
Kidnapping and Abduction is highly overall correlated with Murder and 1 other fields | High correlation |
Hurt is highly overall correlated with Murder and 2 other fields | High correlation |
Other Crimes Against SCs is highly overall correlated with Murder and 2 other fields | High correlation |
Murder is highly skewed (γ1 = 22.54124823) | Skewed |
Kidnapping and Abduction is highly skewed (γ1 = 27.35355613) | Skewed |
Robbery is highly skewed (γ1 = 25.31883621) | Skewed |
Arson is highly skewed (γ1 = 20.66903521) | Skewed |
Protection of Civil Rights (PCR) Act is highly skewed (γ1 = 27.1723461) | Skewed |
Murder has 6490 (65.9%) zeros | Zeros |
Rape has 5157 (52.4%) zeros | Zeros |
Kidnapping and Abduction has 7617 (77.4%) zeros | Zeros |
Dacoity has 9434 (95.9%) zeros | Zeros |
Robbery has 9083 (92.3%) zeros | Zeros |
Arson has 8181 (83.1%) zeros | Zeros |
Hurt has 5226 (53.1%) zeros | Zeros |
Prevention of atrocities (POA) Act has 4247 (43.2%) zeros | Zeros |
Protection of Civil Rights (PCR) Act has 9052 (92.0%) zeros | Zeros |
Other Crimes Against SCs has 4360 (44.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-09-14 17:07:59.408984 |
|---|---|
| Analysis finished | 2023-09-14 17:09:13.339811 |
| Duration | 1 minute and 13.93 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
STATE/UT
Text
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 153.8 KiB |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 9.8073367 |
| Min length | 3 |
Characters and Unicode
| Total characters | 96514 |
|---|---|
| Distinct characters | 48 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ANDHRA PRADESH |
|---|---|
| 2nd row | ANDHRA PRADESH |
| 3rd row | ANDHRA PRADESH |
| 4th row | ANDHRA PRADESH |
| 5th row | ANDHRA PRADESH |
| Value | Count | Frequency (%) |
| pradesh | 2448 | 17.3% |
| uttar | 955 | 6.8% |
| madhya | 683 | 4.8% |
| maharashtra | 598 | 4.2% |
| bihar | 585 | 4.1% |
| tamil | 509 | 3.6% |
| nadu | 509 | 3.6% |
| rajasthan | 498 | 3.5% |
| odisha | 467 | 3.3% |
| 453 | 3.2% | |
| Other values (37) | 6423 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 20217 | |
| H | 8947 | 9.3% |
| R | 8637 | 8.9% |
| S | 5465 | 5.7% |
| T | 5325 | 5.5% |
| D | 5184 | 5.4% |
| 4287 | 4.4% | |
| N | 3875 | 4.0% |
| M | 3824 | 4.0% |
| E | 3480 | 3.6% |
| Other values (38) | 27273 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 85233 | |
| Lowercase Letter | 6535 | 6.8% |
| Space Separator | 4287 | 4.4% |
| Other Punctuation | 459 | 0.5% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 20217 | |
| H | 8947 | |
| R | 8637 | |
| S | 5465 | 6.4% |
| T | 5325 | 6.2% |
| D | 5184 | 6.1% |
| N | 3875 | 4.5% |
| M | 3824 | 4.5% |
| E | 3480 | 4.1% |
| U | 3131 | 3.7% |
| Other values (13) | 17148 |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1737 | |
| h | 769 | |
| r | 736 | |
| s | 496 | 7.6% |
| d | 431 | 6.6% |
| t | 431 | 6.6% |
| e | 322 | 4.9% |
| n | 290 | 4.4% |
| i | 266 | 4.1% |
| m | 202 | 3.1% |
| Other values (13) | 855 |
Space Separator
| Value | Count | Frequency (%) |
| 4287 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 459 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 91768 | |
| Common | 4746 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 20217 | |
| H | 8947 | 9.7% |
| R | 8637 | 9.4% |
| S | 5465 | 6.0% |
| T | 5325 | 5.8% |
| D | 5184 | 5.6% |
| N | 3875 | 4.2% |
| M | 3824 | 4.2% |
| E | 3480 | 3.8% |
| U | 3131 | 3.4% |
| Other values (36) | 23683 |
Common
| Value | Count | Frequency (%) |
| 4287 | ||
| & | 459 | 9.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 96514 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 20217 | |
| H | 8947 | 9.3% |
| R | 8637 | 8.9% |
| S | 5465 | 5.7% |
| T | 5325 | 5.5% |
| D | 5184 | 5.4% |
| 4287 | 4.4% | |
| N | 3875 | 4.0% |
| M | 3824 | 4.0% |
| E | 3480 | 3.6% |
| Other values (38) | 27273 |
DISTRICT
Text
| Distinct | 832 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 153.8 KiB |
Length
| Max length | 20 |
|---|---|
| Median length | 17 |
| Mean length | 8.372015 |
| Min length | 3 |
Characters and Unicode
| Total characters | 82389 |
|---|---|
| Distinct characters | 38 |
| Distinct categories | 9 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 37 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | ADILABAD |
|---|---|
| 2nd row | ANANTAPUR |
| 3rd row | CHITTOOR |
| 4th row | CUDDAPAH |
| 5th row | EAST GODAVARI |
| Value | Count | Frequency (%) |
| total | 456 | 3.9% |
| rural | 343 | 2.9% |
| commr | 229 | 1.9% |
| rly | 221 | 1.9% |
| west | 120 | 1.0% |
| g.r.p | 115 | 1.0% |
| east | 111 | 0.9% |
| nagar | 99 | 0.8% |
| south | 91 | 0.8% |
| north | 91 | 0.8% |
| Other values (759) | 9921 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 15586 | |
| R | 8434 | 10.2% |
| I | 4672 | 5.7% |
| N | 4647 | 5.6% |
| H | 4593 | 5.6% |
| U | 4478 | 5.4% |
| L | 3868 | 4.7% |
| T | 3679 | 4.5% |
| O | 3228 | 3.9% |
| D | 3087 | 3.7% |
| Other values (28) | 26117 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 79122 | |
| Space Separator | 1956 | 2.4% |
| Other Punctuation | 1022 | 1.2% |
| Dash Punctuation | 84 | 0.1% |
| Close Punctuation | 56 | 0.1% |
| Open Punctuation | 56 | 0.1% |
| Decimal Number | 52 | 0.1% |
| Lowercase Letter | 39 | < 0.1% |
| Connector Punctuation | 2 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 15586 | |
| R | 8434 | 10.7% |
| I | 4672 | 5.9% |
| N | 4647 | 5.9% |
| H | 4593 | 5.8% |
| U | 4478 | 5.7% |
| L | 3868 | 4.9% |
| T | 3679 | 4.6% |
| O | 3228 | 4.1% |
| D | 3087 | 3.9% |
| Other values (15) | 22850 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1009 | |
| / | 11 | 1.1% |
| & | 2 | 0.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 13 | |
| n | 13 | |
| d | 13 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 26 | |
| 4 | 26 |
Space Separator
| Value | Count | Frequency (%) |
| 1956 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 84 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 56 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 56 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 79161 | |
| Common | 3228 | 3.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 15586 | |
| R | 8434 | 10.7% |
| I | 4672 | 5.9% |
| N | 4647 | 5.9% |
| H | 4593 | 5.8% |
| U | 4478 | 5.7% |
| L | 3868 | 4.9% |
| T | 3679 | 4.6% |
| O | 3228 | 4.1% |
| D | 3087 | 3.9% |
| Other values (18) | 22889 |
Common
| Value | Count | Frequency (%) |
| 1956 | ||
| . | 1009 | |
| - | 84 | 2.6% |
| ) | 56 | 1.7% |
| ( | 56 | 1.7% |
| 2 | 26 | 0.8% |
| 4 | 26 | 0.8% |
| / | 11 | 0.3% |
| _ | 2 | 0.1% |
| & | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 82389 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| A | 15586 | |
| R | 8434 | 10.2% |
| I | 4672 | 5.7% |
| N | 4647 | 5.6% |
| H | 4593 | 5.6% |
| U | 4478 | 5.4% |
| L | 3868 | 4.7% |
| T | 3679 | 4.5% |
| O | 3228 | 3.9% |
| D | 3087 | 3.7% |
| Other values (28) | 26117 |
Year
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2007.1617 |
| Minimum | 2001 |
|---|---|
| Maximum | 2013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 2001 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2004 |
| median | 2007 |
| Q3 | 2010 |
| 95-th percentile | 2013 |
| Maximum | 2013 |
| Range | 12 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.7554538 |
|---|---|
| Coefficient of variation (CV) | 0.0018710271 |
| Kurtosis | -1.2202554 |
| Mean | 2007.1617 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.051953776 |
| Sum | 19752478 |
| Variance | 14.103433 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 2013 | 823 | 8.4% |
| 2012 | 811 | 8.2% |
| 2011 | 791 | 8.0% |
| 2010 | 779 | 7.9% |
| 2009 | 767 | 7.8% |
| 2008 | 761 | 7.7% |
| 2007 | 743 | 7.6% |
| 2006 | 740 | 7.5% |
| 2005 | 734 | 7.5% |
| 2004 | 729 | 7.4% |
| Other values (3) | 2163 |
| Value | Count | Frequency (%) |
| 2001 | 716 | |
| 2002 | 719 | |
| 2003 | 728 | |
| 2004 | 729 | |
| 2005 | 734 | |
| 2006 | 740 | |
| 2007 | 743 | |
| 2008 | 761 | |
| 2009 | 767 | |
| 2010 | 779 |
| Value | Count | Frequency (%) |
| 2013 | 823 | |
| 2012 | 811 | |
| 2011 | 791 | |
| 2010 | 779 | |
| 2009 | 767 | |
| 2008 | 761 | |
| 2007 | 743 | |
| 2006 | 740 | |
| 2005 | 734 | |
| 2004 | 729 |
Murder
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7429123 |
| Minimum | 0 |
|---|---|
| Maximum | 423 |
| Zeros | 6490 |
| Zeros (%) | 65.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 6 |
| Maximum | 423 |
| Range | 423 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 11.88753 |
|---|---|
| Coefficient of variation (CV) | 6.8204981 |
| Kurtosis | 600.1811 |
| Mean | 1.7429123 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.541248 |
| Sum | 17152 |
| Variance | 141.31337 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1286 | 13.1% |
| 2 | 737 | 7.5% |
| 3 | 390 | 4.0% |
| 4 | 243 | 2.5% |
| 5 | 181 | 1.8% |
| 6 | 106 | 1.1% |
| 7 | 70 | 0.7% |
| 8 | 57 | 0.6% |
| 9 | 43 | 0.4% |
| Other values (71) | 238 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 6490 | |
| 1 | 1286 | 13.1% |
| 2 | 737 | 7.5% |
| 3 | 390 | 4.0% |
| 4 | 243 | 2.5% |
| 5 | 181 | 1.8% |
| 6 | 106 | 1.1% |
| 7 | 70 | 0.7% |
| 8 | 57 | 0.6% |
| 9 | 43 | 0.4% |
| Value | Count | Frequency (%) |
| 423 | 1 | |
| 371 | 1 | |
| 323 | 1 | |
| 321 | 1 | |
| 318 | 1 | |
| 310 | 1 | |
| 288 | 1 | |
| 286 | 1 | |
| 239 | 1 | |
| 235 | 1 |
Rape
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 118 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6564374 |
| Minimum | 0 |
|---|---|
| Maximum | 412 |
| Zeros | 5157 |
| Zeros (%) | 52.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 11 |
| Maximum | 412 |
| Range | 412 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 19.543118 |
|---|---|
| Coefficient of variation (CV) | 5.3448525 |
| Kurtosis | 243.7916 |
| Mean | 3.6564374 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.591131 |
| Sum | 35983 |
| Variance | 381.93348 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5157 | |
| 1 | 1231 | 12.5% |
| 2 | 857 | 8.7% |
| 3 | 610 | 6.2% |
| 4 | 425 | 4.3% |
| 5 | 329 | 3.3% |
| 6 | 218 | 2.2% |
| 7 | 185 | 1.9% |
| 8 | 126 | 1.3% |
| 9 | 113 | 1.1% |
| Other values (108) | 590 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 5157 | |
| 1 | 1231 | 12.5% |
| 2 | 857 | 8.7% |
| 3 | 610 | 6.2% |
| 4 | 425 | 4.3% |
| 5 | 329 | 3.3% |
| 6 | 218 | 2.2% |
| 7 | 185 | 1.9% |
| 8 | 126 | 1.3% |
| 9 | 113 | 1.1% |
| Value | Count | Frequency (%) |
| 412 | 2 | |
| 397 | 2 | |
| 391 | 1 | |
| 375 | 1 | |
| 367 | 1 | |
| 357 | 1 | |
| 349 | 1 | |
| 343 | 1 | |
| 340 | 1 | |
| 335 | 2 |
Kidnapping and Abduction
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0781425 |
| Minimum | 0 |
|---|---|
| Maximum | 363 |
| Zeros | 7617 |
| Zeros (%) | 77.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 363 |
| Range | 363 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.3438241 |
|---|---|
| Coefficient of variation (CV) | 7.7390738 |
| Kurtosis | 910.75972 |
| Mean | 1.0781425 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 27.353556 |
| Sum | 10610 |
| Variance | 69.619401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 7617 | |
| 1 | 903 | 9.2% |
| 2 | 465 | 4.7% |
| 3 | 276 | 2.8% |
| 4 | 148 | 1.5% |
| 5 | 94 | 1.0% |
| 6 | 79 | 0.8% |
| 8 | 37 | 0.4% |
| 7 | 32 | 0.3% |
| 10 | 28 | 0.3% |
| Other values (50) | 162 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 7617 | |
| 1 | 903 | 9.2% |
| 2 | 465 | 4.7% |
| 3 | 276 | 2.8% |
| 4 | 148 | 1.5% |
| 5 | 94 | 1.0% |
| 6 | 79 | 0.8% |
| 7 | 32 | 0.3% |
| 8 | 37 | 0.4% |
| 9 | 22 | 0.2% |
| Value | Count | Frequency (%) |
| 363 | 1 | |
| 304 | 1 | |
| 258 | 1 | |
| 254 | 1 | |
| 248 | 1 | |
| 219 | 2 | |
| 153 | 1 | |
| 130 | 1 | |
| 113 | 1 | |
| 99 | 1 |
Dacoity
Real number (ℝ)
ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.089421807 |
| Minimum | 0 |
|---|---|
| Maximum | 26 |
| Zeros | 9434 |
| Zeros (%) | 95.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 26 |
| Range | 26 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.71676418 |
|---|---|
| Coefficient of variation (CV) | 8.0155413 |
| Kurtosis | 462.05469 |
| Mean | 0.089421807 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.202526 |
| Sum | 880 |
| Variance | 0.5137509 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 9434 | |
| 1 | 261 | 2.7% |
| 2 | 61 | 0.6% |
| 3 | 31 | 0.3% |
| 4 | 17 | 0.2% |
| 5 | 9 | 0.1% |
| 7 | 7 | 0.1% |
| 6 | 6 | 0.1% |
| 8 | 3 | < 0.1% |
| 16 | 3 | < 0.1% |
| Other values (6) | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 9434 | |
| 1 | 261 | 2.7% |
| 2 | 61 | 0.6% |
| 3 | 31 | 0.3% |
| 4 | 17 | 0.2% |
| 5 | 9 | 0.1% |
| 6 | 6 | 0.1% |
| 7 | 7 | 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 26 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | |
| 11 | 2 | < 0.1% |
| 9 | 3 | |
| 8 | 3 | |
| 7 | 7 | |
| 6 | 6 |
Robbery
Real number (ℝ)
SKEWED ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20627985 |
| Minimum | 0 |
|---|---|
| Maximum | 83 |
| Zeros | 9083 |
| Zeros (%) | 92.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 83 |
| Range | 83 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.4666084 |
|---|---|
| Coefficient of variation (CV) | 7.1097997 |
| Kurtosis | 1132.2127 |
| Mean | 0.20627985 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 25.318836 |
| Sum | 2030 |
| Variance | 2.1509402 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 9083 | |
| 1 | 439 | 4.5% |
| 2 | 142 | 1.4% |
| 3 | 62 | 0.6% |
| 4 | 24 | 0.2% |
| 6 | 16 | 0.2% |
| 8 | 11 | 0.1% |
| 5 | 10 | 0.1% |
| 7 | 9 | 0.1% |
| 11 | 6 | 0.1% |
| Other values (14) | 39 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 9083 | |
| 1 | 439 | 4.5% |
| 2 | 142 | 1.4% |
| 3 | 62 | 0.6% |
| 4 | 24 | 0.2% |
| 5 | 10 | 0.1% |
| 6 | 16 | 0.2% |
| 7 | 9 | 0.1% |
| 8 | 11 | 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 83 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 24 | 2 | |
| 22 | 2 | |
| 20 | 2 | |
| 19 | 3 | |
| 17 | 4 | |
| 16 | 2 | |
| 15 | 2 | |
| 14 | 4 |
Arson
Real number (ℝ)
SKEWED ZEROS
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.59059039 |
| Minimum | 0 |
|---|---|
| Maximum | 178 |
| Zeros | 8181 |
| Zeros (%) | 83.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 178 |
| Range | 178 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.6970309 |
|---|---|
| Coefficient of variation (CV) | 6.2598901 |
| Kurtosis | 693.07873 |
| Mean | 0.59059039 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 20.669035 |
| Sum | 5812 |
| Variance | 13.668037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 8181 | |
| 1 | 865 | 8.8% |
| 2 | 330 | 3.4% |
| 3 | 173 | 1.8% |
| 4 | 78 | 0.8% |
| 5 | 52 | 0.5% |
| 7 | 24 | 0.2% |
| 6 | 21 | 0.2% |
| 10 | 12 | 0.1% |
| 8 | 12 | 0.1% |
| Other values (40) | 93 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 8181 | |
| 1 | 865 | 8.8% |
| 2 | 330 | 3.4% |
| 3 | 173 | 1.8% |
| 4 | 78 | 0.8% |
| 5 | 52 | 0.5% |
| 6 | 21 | 0.2% |
| 7 | 24 | 0.2% |
| 8 | 12 | 0.1% |
| 9 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 178 | 1 | |
| 103 | 1 | |
| 76 | 1 | |
| 66 | 1 | |
| 62 | 1 | |
| 61 | 1 | |
| 57 | 1 | |
| 53 | 2 | |
| 51 | 2 | |
| 50 | 1 |
Hurt
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 245 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.985875 |
| Minimum | 0 |
|---|---|
| Maximum | 1252 |
| Zeros | 5226 |
| Zeros (%) | 53.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 39 |
| Maximum | 1252 |
| Range | 1252 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 52.538202 |
|---|---|
| Coefficient of variation (CV) | 4.782341 |
| Kurtosis | 151.06884 |
| Mean | 10.985875 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.046343 |
| Sum | 108112 |
| Variance | 2760.2627 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5226 | |
| 1 | 730 | 7.4% |
| 2 | 572 | 5.8% |
| 3 | 366 | 3.7% |
| 4 | 295 | 3.0% |
| 5 | 238 | 2.4% |
| 7 | 197 | 2.0% |
| 6 | 192 | 2.0% |
| 8 | 160 | 1.6% |
| 10 | 139 | 1.4% |
| Other values (235) | 1726 | 17.5% |
| Value | Count | Frequency (%) |
| 0 | 5226 | |
| 1 | 730 | 7.4% |
| 2 | 572 | 5.8% |
| 3 | 366 | 3.7% |
| 4 | 295 | 3.0% |
| 5 | 238 | 2.4% |
| 6 | 192 | 2.0% |
| 7 | 197 | 2.0% |
| 8 | 160 | 1.6% |
| 9 | 134 | 1.4% |
| Value | Count | Frequency (%) |
| 1252 | 1 | |
| 950 | 1 | |
| 900 | 1 | |
| 890 | 1 | |
| 877 | 1 | |
| 858 | 1 | |
| 821 | 1 | |
| 817 | 1 | |
| 815 | 1 | |
| 722 | 1 |
Prevention of atrocities (POA) Act
Real number (ℝ)
ZEROS
| Distinct | 326 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.155472 |
| Minimum | 0 |
|---|---|
| Maximum | 5584 |
| Zeros | 4247 |
| Zeros (%) | 43.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 15 |
| 95-th percentile | 87 |
| Maximum | 5584 |
| Range | 5584 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 160.20847 |
|---|---|
| Coefficient of variation (CV) | 5.6901362 |
| Kurtosis | 397.31576 |
| Mean | 28.155472 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 17.076394 |
| Sum | 277078 |
| Variance | 25666.754 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4247 | |
| 1 | 596 | 6.1% |
| 2 | 477 | 4.8% |
| 3 | 326 | 3.3% |
| 4 | 263 | 2.7% |
| 5 | 241 | 2.4% |
| 6 | 186 | 1.9% |
| 7 | 177 | 1.8% |
| 8 | 165 | 1.7% |
| 9 | 127 | 1.3% |
| Other values (316) | 3036 |
| Value | Count | Frequency (%) |
| 0 | 4247 | |
| 1 | 596 | 6.1% |
| 2 | 477 | 4.8% |
| 3 | 326 | 3.3% |
| 4 | 263 | 2.7% |
| 5 | 241 | 2.4% |
| 6 | 186 | 1.9% |
| 7 | 177 | 1.8% |
| 8 | 165 | 1.7% |
| 9 | 127 | 1.3% |
| Value | Count | Frequency (%) |
| 5584 | 1 | |
| 4885 | 1 | |
| 4436 | 1 | |
| 3072 | 1 | |
| 3024 | 1 | |
| 2974 | 1 | |
| 2965 | 1 | |
| 2554 | 1 | |
| 2548 | 1 | |
| 2534 | 1 |
Protection of Civil Rights (PCR) Act
Real number (ℝ)
SKEWED ZEROS
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.88039833 |
| Minimum | 0 |
|---|---|
| Maximum | 459 |
| Zeros | 9052 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 459 |
| Range | 459 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.5536104 |
|---|---|
| Coefficient of variation (CV) | 9.715614 |
| Kurtosis | 1112.4613 |
| Mean | 0.88039833 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 27.172346 |
| Sum | 8664 |
| Variance | 73.164251 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9052 | |
| 1 | 279 | 2.8% |
| 2 | 118 | 1.2% |
| 3 | 66 | 0.7% |
| 4 | 41 | 0.4% |
| 5 | 32 | 0.3% |
| 6 | 23 | 0.2% |
| 12 | 17 | 0.2% |
| 8 | 13 | 0.1% |
| 7 | 13 | 0.1% |
| Other values (65) | 187 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 9052 | |
| 1 | 279 | 2.8% |
| 2 | 118 | 1.2% |
| 3 | 66 | 0.7% |
| 4 | 41 | 0.4% |
| 5 | 32 | 0.3% |
| 6 | 23 | 0.2% |
| 7 | 13 | 0.1% |
| 8 | 13 | 0.1% |
| 9 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 459 | 1 | |
| 312 | 1 | |
| 198 | 1 | |
| 165 | 1 | |
| 153 | 1 | |
| 149 | 1 | |
| 133 | 1 | |
| 123 | 1 | |
| 122 | 2 | |
| 113 | 1 |
Other Crimes Against SCs
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 391 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.868001 |
| Minimum | 0 |
|---|---|
| Maximum | 5339 |
| Zeros | 4360 |
| Zeros (%) | 44.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 20 |
| 95-th percentile | 115 |
| Maximum | 5339 |
| Range | 5339 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 209.89602 |
|---|---|
| Coefficient of variation (CV) | 5.8519019 |
| Kurtosis | 267.37636 |
| Mean | 35.868001 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 15.162417 |
| Sum | 352977 |
| Variance | 44056.34 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4360 | |
| 1 | 438 | 4.5% |
| 2 | 324 | 3.3% |
| 3 | 256 | 2.6% |
| 4 | 235 | 2.4% |
| 5 | 210 | 2.1% |
| 7 | 174 | 1.8% |
| 6 | 169 | 1.7% |
| 8 | 152 | 1.5% |
| 10 | 135 | 1.4% |
| Other values (381) | 3388 |
| Value | Count | Frequency (%) |
| 0 | 4360 | |
| 1 | 438 | 4.5% |
| 2 | 324 | 3.3% |
| 3 | 256 | 2.6% |
| 4 | 235 | 2.4% |
| 5 | 210 | 2.1% |
| 6 | 169 | 1.7% |
| 7 | 174 | 1.8% |
| 8 | 152 | 1.5% |
| 9 | 125 | 1.3% |
| Value | Count | Frequency (%) |
| 5339 | 1 | |
| 4771 | 1 | |
| 4536 | 1 | |
| 4296 | 1 | |
| 4239 | 1 | |
| 4014 | 1 | |
| 3978 | 1 | |
| 3974 | 1 | |
| 3795 | 1 | |
| 3683 | 1 |
| Year | Murder | Rape | Kidnapping and Abduction | Dacoity | Robbery | Arson | Hurt | Prevention of atrocities (POA) Act | Protection of Civil Rights (PCR) Act | Other Crimes Against SCs | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Year | 1.000 | -0.001 | 0.047 | 0.055 | 0.003 | -0.046 | -0.051 | -0.014 | -0.038 | -0.137 | 0.010 |
| Murder | -0.001 | 1.000 | 0.624 | 0.503 | 0.181 | 0.275 | 0.442 | 0.530 | 0.304 | 0.135 | 0.575 |
| Rape | 0.047 | 0.624 | 1.000 | 0.512 | 0.175 | 0.261 | 0.429 | 0.612 | 0.287 | 0.123 | 0.683 |
| Kidnapping and Abduction | 0.055 | 0.503 | 0.512 | 1.000 | 0.227 | 0.326 | 0.345 | 0.460 | 0.195 | 0.086 | 0.480 |
| Dacoity | 0.003 | 0.181 | 0.175 | 0.227 | 1.000 | 0.341 | 0.203 | 0.200 | 0.154 | 0.145 | 0.195 |
| Robbery | -0.046 | 0.275 | 0.261 | 0.326 | 0.341 | 1.000 | 0.301 | 0.317 | 0.178 | 0.115 | 0.267 |
| Arson | -0.051 | 0.442 | 0.429 | 0.345 | 0.203 | 0.301 | 1.000 | 0.445 | 0.240 | 0.099 | 0.419 |
| Hurt | -0.014 | 0.530 | 0.612 | 0.460 | 0.200 | 0.317 | 0.445 | 1.000 | 0.366 | 0.123 | 0.619 |
| Prevention of atrocities (POA) Act | -0.038 | 0.304 | 0.287 | 0.195 | 0.154 | 0.178 | 0.240 | 0.366 | 1.000 | 0.216 | 0.296 |
| Protection of Civil Rights (PCR) Act | -0.137 | 0.135 | 0.123 | 0.086 | 0.145 | 0.115 | 0.099 | 0.123 | 0.216 | 1.000 | 0.149 |
| Other Crimes Against SCs | 0.010 | 0.575 | 0.683 | 0.480 | 0.195 | 0.267 | 0.419 | 0.619 | 0.296 | 0.149 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| STATE/UT | DISTRICT | Year | Murder | Rape | Kidnapping and Abduction | Dacoity | Robbery | Arson | Hurt | Prevention of atrocities (POA) Act | Protection of Civil Rights (PCR) Act | Other Crimes Against SCs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ANDHRA PRADESH | ADILABAD | 2001 | 0 | 1 | 4 | 0 | 0 | 0 | 3 | 0 | 15 | 32 |
| 1 | ANDHRA PRADESH | ANANTAPUR | 2001 | 0 | 4 | 0 | 0 | 0 | 0 | 49 | 21 | 0 | 53 |
| 2 | ANDHRA PRADESH | CHITTOOR | 2001 | 3 | 3 | 0 | 0 | 0 | 0 | 38 | 36 | 0 | 34 |
| 3 | ANDHRA PRADESH | CUDDAPAH | 2001 | 0 | 3 | 0 | 0 | 0 | 0 | 20 | 52 | 0 | 25 |
| 4 | ANDHRA PRADESH | EAST GODAVARI | 2001 | 1 | 3 | 0 | 0 | 0 | 0 | 3 | 12 | 63 | 7 |
| 5 | ANDHRA PRADESH | GUNTAKAL RLY. | 2001 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 6 | ANDHRA PRADESH | GUNTUR | 2001 | 4 | 5 | 1 | 0 | 0 | 3 | 53 | 16 | 6 | 53 |
| 7 | ANDHRA PRADESH | HYDERABAD CITY | 2001 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 40 | 1 | 35 |
| 8 | ANDHRA PRADESH | KARIMNAGAR | 2001 | 8 | 1 | 3 | 3 | 1 | 0 | 52 | 72 | 6 | 10 |
| 9 | ANDHRA PRADESH | KHAMMAM | 2001 | 2 | 6 | 0 | 0 | 0 | 0 | 12 | 51 | 0 | 90 |
| STATE/UT | DISTRICT | Year | Murder | Rape | Kidnapping and Abduction | Dacoity | Robbery | Arson | Hurt | Prevention of atrocities (POA) Act | Protection of Civil Rights (PCR) Act | Other Crimes Against SCs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 813 | Delhi UT | SOUTH-EAST | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 4 |
| 814 | Delhi UT | SOUTH-WEST | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 4 |
| 815 | Delhi UT | STF | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 816 | Delhi UT | WEST | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 1 | 0 |
| 817 | Delhi UT | TOTAL | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 26 | 3 | 26 |
| 818 | Lakshadweep | LAKSHADWEEP | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 819 | Lakshadweep | TOTAL | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 820 | Puducherry | KARAIKAL | 2013 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 0 |
| 821 | Puducherry | PUDUCHERRY | 2013 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 12 | 1 |
| 822 | Puducherry | TOTAL | 2013 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 15 | 1 |
Most frequently occurring
| STATE/UT | DISTRICT | Year | Murder | Rape | Kidnapping and Abduction | Dacoity | Robbery | Arson | Hurt | Prevention of atrocities (POA) Act | Protection of Civil Rights (PCR) Act | Other Crimes Against SCs | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | JAMMU & KASHMIR | ANANTNAG | 2001 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
| 1 | NAGALAND | TOTAL | 2005 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |